This paper analyses the Chinese party-state's production of visual racism towards Uyghurs as a discursive foundation for its ethnic policy, as globally reproduced and disseminated by non-state actors. The paper draws from theoretical literature on the relationship between visual politics and affect, stressing the need for visual literacy to reflect on how images emotionally affect audiences' identities and insecurities. It focuses this analysis on education texts in China's post-2012 'de-extremification' and 're-education' campaigns, specifically on how images tell stories about life-or-death security issues that define Chinese identity. Chinese education about Uyghurs tends to frame Uyghur identities as racialised, culturally external existential threats to be defeated by state violence or teaching them to be Chinese. However, Uyghurs' own visibility strategies in global advocacy counter the party-state's imagery by centring their lives and experiences. The article shows how these strategies can be used as resources for teaching about Chinese politics and society.